Application to Activation Functions through Fixed-Circle Problems with Symmetric Contractions

doi:10.3390/sym16010069

Rizwan Anjum, Mujahid Abbas, Hira Safdar, Muhammad Din, Mi Zhou, Stojan Radenović

Application to Activation Functions through Fixed-Circle Problems with Symmetric Contractions

Physics and Astronomy (miscellaneous)
General Mathematics
Chemistry (miscellaneous)
Computer Science (miscellaneous)

In this paper, our main aim is to present innovative fixed-point theorems that provide solutions to the fixed-circle problem with symmetric contractions. We accomplish this by employing operator enrichment techniques within the context of Banach spaces. Furthermore, we demonstrate the practical application of these theorems by showcasing their relevance to the rectified linear unit (ReLU) activation function. By exploring the connection between fixed points and activation functions, our work contributes to a deeper understanding of the behavior and properties of these fundamental mathematical concepts.

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Application to Activation Functions through Fixed-Circle Problems with Symmetric Contractions

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